library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(ggplot2)
path = "Data/"
vacant_parcels <- read.csv(paste0(path, "CPAL/DCAD_parcels_vac.csv"), stringsAsFactors = F)
abatement_exempt <- read.csv(paste0(path, "DCAD2019/abatement_exempt.csv"), stringsAsFactors = F)
account_apprl_year <- read.csv(paste0(path, "DCAD2019/account_apprl_year_small.csv"), stringsAsFactors = F)
account_info <- read.csv(paste0(path, "DCAD2019/account_info_small.csv"), stringsAsFactors = F)
account_tif <- read.csv(paste0(path, "DCAD2019/account_tif_small.csv"), stringsAsFactors = F)
account_exempt_value <- read.csv(paste0(path, "DCAD2019/acct_exempt_value_small.csv"), stringsAsFactors = F)
account_exempt_value$ACCOUNT_NUM <- as.character(account_exempt_value$ACCOUNT_NUM)
applied_std_exempt <- read.csv(paste0(path, "DCAD2019/applied_std_exempt_small.csv"), stringsAsFactors = F)
com_detail <- read.csv(paste0(path, "DCAD2019/com_detail_small.csv"), stringsAsFactors = F)
land <- read.csv(paste0(path, "DCAD2019/land_small.csv"), stringsAsFactors = F)
land$ACCOUNT_NUM <- as.character(land$ACCOUNT_NUM)
multi_owner <- read.csv(paste0(path, "DCAD2019/multi_owner_small.csv"), stringsAsFactors = F)
res_addl <- read.csv(paste0(path, "DCAD2019/res_addl_small.csv"), stringsAsFactors = F)
res_detail <- read.csv(paste0(path, "DCAD2019/res_detail_small.csv"), stringsAsFactors = F)
taxable_object <- read.csv(paste0(path, "DCAD2019/taxable_object_small.csv"), stringsAsFactors = F)
taxable_object$ACCOUNT_NUM <- as.character(taxable_object$ACCOUNT_NUM)
taxable_object$TAX_OBJ_ID <- as.character(taxable_object$TAX_OBJ_ID)
# Join all the files together

df = vacant_parcels %>%
  left_join(account_apprl_year) %>%
  left_join(account_info) %>%
  left_join(account_tif) %>%
  left_join(account_exempt_value) %>%
  left_join(applied_std_exempt) %>%
  left_join(com_detail) %>%
  left_join(land) %>%
  left_join(multi_owner) %>%
  left_join(res_addl) %>%
  left_join(res_detail) %>%
  left_join(taxable_object)
## Joining, by = c("ACCOUNT_NUM", "GIS_PARCEL_ID", "APPRAISAL_YR", "REVAL_YR", "PREV_REVAL_YR", "PREV_MKT_VAL", "DIVISION_CD", "P_BUS_TYP_CD", "BLDG_CLASS_CD", "SPTD_CODE")
## Joining, by = c("ACCOUNT_NUM", "GIS_PARCEL_ID", "APPRAISAL_YR", "DIVISION_CD")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TOT_VAL")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "LAND_VAL")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "OWNER_SEQ_NUM", "OWNERSHIP_PCT")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TAX_OBJ_ID", "NUM_STORIES", "CONSTR_TYP_DESC", "AREA_SIZE", "VAL_AMT")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TAX_OBJ_ID", "BLDG_CLASS_DESC", "FOUNDATION_TYP_DESC", "BASEMENT_DESC", "HEATING_TYP_DESC", "AC_TYP_DESC", "PCT_COMPLETE", "YR_BUILT", "EXT_WALL_DESC", "DEPRECIATION_PCT")
## Joining, by = c("ACCOUNT_NUM", "APPRAISAL_YR", "TAX_OBJ_ID")
summary(account_apprl_year)
##  ACCOUNT_NUM         APPRAISAL_YR     IMPR_VAL           LAND_VAL       
##  Length:999         Min.   :2019   Min.   :       0   Min.   :     100  
##  Class :character   1st Qu.:2019   1st Qu.:   31715   1st Qu.:   32585  
##  Mode  :character   Median :2019   Median :  114660   Median :   90530  
##                     Mean   :2019   Mean   :  446496   Mean   :  298228  
##                     3rd Qu.:2019   3rd Qu.:  327685   3rd Qu.:  289605  
##                     Max.   :2019   Max.   :66031480   Max.   :18623840  
##                                                                         
##  LAND_AG_EXEMPT       AG_USE_VAL          TOT_VAL         HMSTD_CAP_VAL     
##  Min.   :    0.00   Min.   :  0.0000   Min.   :     100   Min.   :     100  
##  1st Qu.:    0.00   1st Qu.:  0.0000   1st Qu.:   99630   1st Qu.:   98720  
##  Median :    0.00   Median :  0.0000   Median :  275180   Median :  269710  
##  Mean   :   22.17   Mean   :  0.8719   Mean   :  744724   Mean   :  741112  
##  3rd Qu.:    0.00   3rd Qu.:  0.0000   3rd Qu.:  609635   3rd Qu.:  599560  
##  Max.   :20250.00   Max.   :719.0000   Max.   :71272210   Max.   :71272210  
##                                                                             
##     REVAL_YR    PREV_REVAL_YR   PREV_MKT_VAL      TOT_CONTRIB_AMT  
##  Min.   :2017   Min.   :2014   Min.   :     100   Min.   :      0  
##  1st Qu.:2019   1st Qu.:2017   1st Qu.:   83070   1st Qu.:      0  
##  Median :2019   Median :2018   Median :  240610   Median :      0  
##  Mean   :2019   Mean   :2017   Mean   :  691546   Mean   :   9934  
##  3rd Qu.:2019   3rd Qu.:2018   3rd Qu.:  564570   3rd Qu.:      0  
##  Max.   :2019   Max.   :2019   Max.   :70172210   Max.   :4179370  
##                                NA's   :18                          
##  TAXPAYER_REP       CITY_JURIS_DESC    COUNTY_JURIS_DESC  ISD_JURIS_DESC    
##  Length:999         Length:999         Length:999         Length:999        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##                                                                             
##  HOSPITAL_JURIS_DESC COLLEGE_JURIS_DESC SPECIAL_DIST_JURIS_DESC
##  Length:999          Length:999         Length:999             
##  Class :character    Class :character   Class :character       
##  Mode  :character    Mode  :character   Mode  :character       
##                                                                
##                                                                
##                                                                
##                                                                
##  CITY_SPLIT_PCT     COUNTY_SPLIT_PCT   ISD_SPLIT_PCT      HOSPITAL_SPLIT_PCT
##  Min.   :0.000000   Min.   :0.000000   Min.   :0.000000   Min.   :0.000000  
##  1st Qu.:0.000000   1st Qu.:0.000000   1st Qu.:0.000000   1st Qu.:0.000000  
##  Median :0.000000   Median :0.000000   Median :0.000000   Median :0.000000  
##  Mean   :0.001341   Mean   :0.001341   Mean   :0.001341   Mean   :0.001341  
##  3rd Qu.:0.000000   3rd Qu.:0.000000   3rd Qu.:0.000000   3rd Qu.:0.000000  
##  Max.   :0.730000   Max.   :0.730000   Max.   :0.730000   Max.   :0.730000  
##                                                                             
##  COLLEGE_SPLIT_PCT  SPECIAL_DIST_SPLIT_PCT CITY_TAXABLE_VAL  
##  Min.   :0.000000   Min.   :0              Min.   :       0  
##  1st Qu.:0.000000   1st Qu.:0              1st Qu.:   94300  
##  Median :0.000000   Median :0              Median :  235592  
##  Mean   :0.001341   Mean   :0              Mean   :  702789  
##  3rd Qu.:0.000000   3rd Qu.:0              3rd Qu.:  558178  
##  Max.   :0.730000   Max.   :0              Max.   :71272210  
##                                                              
##  COUNTY_TAXABLE_VAL ISD_TAXABLE_VAL    HOSPITAL_TAXABLE_VAL COLLEGE_TAXABLE_VAL
##  Min.   :       0   Min.   :       0   Min.   :       0     Min.   :       0   
##  1st Qu.:   94730   1st Qu.:   95280   1st Qu.:   94730     1st Qu.:   94730   
##  Median :  236020   Median :  248000   Median :  236020     Median :  235000   
##  Mean   :  700850   Mean   :  716987   Mean   :  700850     Mean   :  700465   
##  3rd Qu.:  536620   3rd Qu.:  569500   3rd Qu.:  536620     3rd Qu.:  536620   
##  Max.   :71272210   Max.   :71272210   Max.   :71272210     Max.   :71272210   
##                                                                                
##  SPECIAL_DIST_TAXABLE_VAL CITY_CEILING_VALUE COUNTY_CEILING_VALUE
##  Min.   :       0         Min.   :  0.00     Min.   :   0.0      
##  1st Qu.:       0         1st Qu.:  0.00     1st Qu.: 284.6      
##  Median :       0         Median :  0.00     Median : 477.9      
##  Mean   :   90717         Mean   : 11.37     Mean   : 863.8      
##  3rd Qu.:       0         3rd Qu.:  0.00     3rd Qu.: 969.4      
##  Max.   :71272210         Max.   :750.20     Max.   :6329.5      
##                           NA's   :933        NA's   :933         
##  ISD_CEILING_VALUE HOSPITAL_CEILING_VALUE COLLEGE_CEILING_VALUE
##  Min.   :    0     Mode:logical           Min.   :0            
##  1st Qu.: 1859     NA's:999               1st Qu.:0            
##  Median : 3680                            Median :0            
##  Mean   : 5359                            Mean   :0            
##  3rd Qu.: 6031                            3rd Qu.:0            
##  Max.   :38482                            Max.   :0            
##  NA's   :933                              NA's   :933          
##  SPECIAL_DIST_CEILING_VALUE   VID_IND          GIS_PARCEL_ID     
##  Mode:logical               Length:999         Length:999        
##  NA's:999                   Class :character   Class :character  
##                             Mode  :character   Mode  :character  
##                                                                  
##                                                                  
##                                                                  
##                                                                  
##  APPRAISAL_METH_CD RENDITION_PENALTY DIVISION_CD        EXTRNL_CNTY_ACCT  
##  Min.   :1.00      Mode:logical      Length:999         Length:999        
##  1st Qu.:1.00      NA's:999          Class :character   Class :character  
##  Median :1.00                        Mode  :character   Mode  :character  
##  Mean   :1.59                                                             
##  3rd Qu.:2.00                                                             
##  Max.   :3.00                                                             
##                                                                           
##  EXTRNL_CITY_ACCT   P_BUS_TYP_CD   BLDG_CLASS_CD       SPTD_CODE        
##  Length:999         Mode:logical   Length:999         Length:999        
##  Class :character   NA's:999       Class :character   Class :character  
##  Mode  :character                  Mode  :character   Mode  :character  
##                                                                         
##                                                                         
##                                                                         
## 

almost all the columns highly correlate with tot_val and are very right skewed

# Abatement exempt
# about properties for which abatements have been granted
# head(abatement_exempt)
# # df = abatement_exempt
# columns_list = list(apprl_yr = abatement_exempt$APPRAISAL_YR, 
#                     tot_val = abatement_exempt$TOT_VAL, 
#                     city_eff_yr = abatement_exempt$CITY_EFF_YR, 
#                     city_val_dif = abatement_exempt$CITY_VAL_DIF, 
#                     cnty_val_dif = abatement_exempt$CNTY_VAL_DIF, 
#                     isd_val_dif = abatement_exempt$ISD_VAL_DIF, 
#                     coll_val_dif = abatement_exempt$COLL_VAL_DIF, 
#                     spec_exemption_pct = abatement_exempt$SPEC_EXEMPTION_PCT, 
#                     spec_val_dif = abatement_exempt$SPEC_VAL_DIF, 
#                     spec_exemption_amt = abatement_exempt$SPEC_EXEMPTION_AMT)
# i = 1
# for(column in columns_list){
#   name = names(columns_list)[i]
#   plot(density(x=column), main = paste("Density Plot of", name))
#   
#   plot(x=abatement_exempt$TOT_VAL, y = column, main = paste("Scatterplot of tot_val vs", name))
#   i = i+1
# }
# 
#Account_apprl_year
# primary or central table in this dataset, it contains summary information about all appraisal accounts.


#head(account_apprl_year)
#df = account_apprl_year

# columns_list = list(impr_val = df$IMPR_VAL,
#   land_val = df$LAND_VAL,
#   tot_val = df$TOT_VAL,
#   hmstd_cap_val = df$HMSTD_CAP_VAL,
#   prev_reval_yr = df$PREV_REVAL_YR,
#   prev_mkt_val = df$PREV_MKT_VAL,
#   city_taxable_val = df$CITY_TAXABLE_VAL,
#   county_taxable_val = df$COUNTY_TAXABLE_VAL,
#   isd_taxable_val = df$ISD_TAXABLE_VAL,
#   hospital_taxable_val = df$HOSPITAL_TAXABLE_VAL,
#   college_taxable_val = df$COLLEGE_TAXABLE_VAL,
#   county_ceiling_value = df$COUNTY_CEILING_VALUE,
#   isd_ceiling_value = df$ISD_CEILING_VALUE,
#   appraisal_meth_cd = df$APPRAISAL_METH_CD
#   )
# 
# i = 1
# for(column in columns_list){
#   name = names(columns_list)[i]
#   gg_df = data.frame(x = column, tot_val = df$TOT_VAL)
#   #print(head(gg_df))
#   print(ggplot(gg_df, aes(x=x, y=tot_val)) + 
#            geom_point() +
#           ggtitle(paste("Scatterplot of", name)))
#   
#   #plot(density(x=column), main = paste("Density Plot of", name))
#   
#   #plot(x=df$TOT_VAL, y = column, main = paste("Scatterplot of tot_val vs", name))
#   i = i+1
# }
summary(account_info)
##  ACCOUNT_NUM         APPRAISAL_YR  DIVISION_CD          BIZ_NAME        
##  Length:999         Min.   :2019   Length:999         Length:999        
##  Class :character   1st Qu.:2019   Class :character   Class :character  
##  Mode  :character   Median :2019   Mode  :character   Mode  :character  
##                     Mean   :2019                                        
##                     3rd Qu.:2019                                        
##                     Max.   :2019                                        
##                                                                         
##  OWNER_NAME1        OWNER_NAME2    EXCLUDE_OWNER      OWNER_ADDRESS_LINE1
##  Length:999         Mode:logical   Length:999         Length:999         
##  Class :character   NA's:999       Class :character   Class :character   
##  Mode  :character                  Mode  :character   Mode  :character   
##                                                                          
##                                                                          
##                                                                          
##                                                                          
##  OWNER_ADDRESS_LINE2 OWNER_ADDRESS_LINE3 OWNER_ADDRESS_LINE4  OWNER_CITY       
##  Length:999          Mode:logical        Mode:logical        Length:999        
##  Class :character    NA's:999            NA's:999            Class :character  
##  Mode  :character                                            Mode  :character  
##                                                                                
##                                                                                
##                                                                                
##                                                                                
##  OWNER_STATE        OWNER_ZIPCODE       OWNER_COUNTRY        STREET_NUM   
##  Length:999         Min.   :750067405   Length:999         Min.   :    4  
##  Class :character   1st Qu.:752043009   Class :character   1st Qu.: 1339  
##  Mode  :character   Median :752154104   Mode  :character   Median : 2624  
##                     Mean   :752579876                      Mean   : 3250  
##                     3rd Qu.:752241024                      3rd Qu.: 4512  
##                     Max.   :941141833                      Max.   :33200  
##                     NA's   :2                                             
##  STREET_HALF_NUM FULL_STREET_NAME     BLDG_ID            UNIT_ID         
##  Mode:logical    Length:999         Length:999         Length:999        
##  NA's:999        Class :character   Class :character   Class :character  
##                  Mode  :character   Mode  :character   Mode  :character  
##                                                                          
##                                                                          
##                                                                          
##                                                                          
##  PROPERTY_CITY      PROPERTY_ZIPCODE       MAPSCO            NBHD_CD         
##  Length:999         Min.   :    75019   Length:999         Length:999        
##  Class :character   1st Qu.:752066205   Class :character   Class :character  
##  Mode  :character   Median :752153842   Mode  :character   Mode  :character  
##                     Mean   :714276155                                        
##                     3rd Qu.:752231608                                        
##                     Max.   :752548485                                        
##                     NA's   :2                                                
##     LEGAL1             LEGAL2             LEGAL3             LEGAL4         
##  Length:999         Length:999         Length:999         Length:999        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##                                                                             
##     LEGAL5          DEED_TXFR_DATE     GIS_PARCEL_ID      PHONE_NUM     
##  Length:999         Length:999         Length:999         Mode:logical  
##  Class :character   Class :character   Class :character   NA's:999      
##  Mode  :character   Mode  :character   Mode  :character                 
##                                                                         
##                                                                         
##                                                                         
##                                                                         
##      LMA                IMA           
##  Length:999         Length:999        
##  Class :character   Class :character  
##  Mode  :character   Mode  :character  
##                                       
##                                       
##                                       
## 
# account_info
# contains auxiliary data for each appraisal account in Account_Apprl_Year.



i = 1
for(column in names(df)){
  print(column)
  name = column
  gg_df = data.frame(x = df[[column]], tot_val = df$TOT_VAL)
  print(head(gg_df))
  print(ggplot(gg_df, aes(x=x, y=tot_val)) + 
           geom_point() +
          ggtitle(paste("Scatterplot of", name)))
  
  #plot(density(x=column), main = paste("Density Plot of", name))
  
  #plot(x=df$TOT_VAL, y = column, main = paste("Scatterplot of tot_val vs", name))
  i = i+1
}
## [1] "OBJECTID_1"
##   x tot_val
## 1 1      NA
## 2 2      NA
## 3 3      NA
## 4 4      NA
## 5 5      NA
## 6 6      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "Acct"
##                   x tot_val
## 1 00000799935630000      NA
## 2 00000799942300600      NA
## 3 00000820605040000      NA
## 4 00000799641540000      NA
## 5 00000799935710000      NA
## 6 00000799945800000      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "RecAcs"
##          x tot_val
## 1  1.240 a      NA
## 2               NA
## 3               NA
## 4               NA
## 5 0.0062 a      NA
## 6 0.0788 a      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OBJECTID"
##       x tot_val
## 1 38407      NA
## 2  1141      NA
## 3 45464      NA
## 4 47160      NA
## 5  5822      NA
## 6 46709      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ACCOUNT_NUM"
##                   x tot_val
## 1 00000799935630000      NA
## 2 00000799942300600      NA
## 3 00000820605040000      NA
## 4 00000799641540000      NA
## 5 00000799935710000      NA
## 6 00000799945800000      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "GIS_PARCEL_ID"
##                   x tot_val
## 1 00000799935630000      NA
## 2 00000799942300600      NA
## 3 00000820605040000      NA
## 4 00000799641540000      NA
## 5 00000799935710000      NA
## 6 00000799945800000      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "APPRAISAL_YR"
##      x tot_val
## 1 2020      NA
## 2 2020      NA
## 3 2020      NA
## 4 2020      NA
## 5 2020      NA
## 6 2020      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "REVAL_YR"
##      x tot_val
## 1 2019      NA
## 2 2017      NA
## 3 2019      NA
## 4 2020      NA
## 5 2017      NA
## 6 2018      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PREV_REVAL_YR"
##      x tot_val
## 1 2017      NA
## 2 2014      NA
## 3 2018      NA
## 4 2019      NA
## 5 2014      NA
## 6 2016      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PREV_MKT_VAL"
##        x tot_val
## 1 647540      NA
## 2  15680      NA
## 3   7000      NA
## 4   1000      NA
## 5    100      NA
## 6    100      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DIVISION_CD"
##     x tot_val
## 1 COM      NA
## 2 COM      NA
## 3 RES      NA
## 4 RES      NA
## 5 COM      NA
## 6 RES      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "P_BUS_TYP_CD"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "BLDG_CLASS_CD"
##           x tot_val
## 1 LAND ONLY      NA
## 2 LAND ONLY      NA
## 3 LAND ONLY      NA
## 4 LAND ONLY      NA
## 5 LAND ONLY      NA
## 6 LAND ONLY      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPTD_CODE"
##     x tot_val
## 1 C12      NA
## 2 C12      NA
## 3 C11      NA
## 4 C11      NA
## 5 C14      NA
## 6 C11      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "AreaSqMi"
##              x tot_val
## 1 1.937837e-03      NA
## 2 3.143315e-05      NA
## 3 2.210419e-05      NA
## 4 4.382196e-06      NA
## 5 9.615114e-06      NA
## 6 1.234488e-04      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "Shape_Length"
##            x tot_val
## 1 1032.03014      NA
## 2  125.61963      NA
## 3  171.22258      NA
## 4   58.05917      NA
## 5   85.72359      NA
## 6  325.62122      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "Shape_Area"
##            x tot_val
## 1 54023.7969      NA
## 2   876.3060      NA
## 3   616.2295      NA
## 4   122.1686      NA
## 5   268.0540      NA
## 6  3441.5543      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "IMPR_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LAND_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LAND_AG_EXEMPT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "AG_USE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TOT_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HMSTD_CAP_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TOT_CONTRIB_AMT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TAXPAYER_REP"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_JURIS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_JURIS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_JURIS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSPITAL_JURIS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_JURIS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPECIAL_DIST_JURIS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_SPLIT_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_SPLIT_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_SPLIT_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSPITAL_SPLIT_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_SPLIT_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPECIAL_DIST_SPLIT_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_TAXABLE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_TAXABLE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_TAXABLE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSPITAL_TAXABLE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_TAXABLE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPECIAL_DIST_TAXABLE_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_CEILING_VALUE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_CEILING_VALUE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_CEILING_VALUE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSPITAL_CEILING_VALUE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_CEILING_VALUE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPECIAL_DIST_CEILING_VALUE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VID_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "APPRAISAL_METH_CD"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "RENDITION_PENALTY"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXTRNL_CNTY_ACCT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXTRNL_CITY_ACCT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "BIZ_NAME"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_NAME1"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_NAME2"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXCLUDE_OWNER"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_ADDRESS_LINE1"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_ADDRESS_LINE2"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_ADDRESS_LINE3"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_ADDRESS_LINE4"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_CITY"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_STATE"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_ZIPCODE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_COUNTRY"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "STREET_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "STREET_HALF_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FULL_STREET_NAME"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "BLDG_ID"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "UNIT_ID"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PROPERTY_CITY"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PROPERTY_ZIPCODE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MAPSCO"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NBHD_CD"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LEGAL1"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LEGAL2"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LEGAL3"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LEGAL4"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LEGAL5"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DEED_TXFR_DATE"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PHONE_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "LMA"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "IMA"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TIF_ZONE_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EFFECTIVE_YR"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXPIRATION_YR"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ACCT_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_BASE_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_BASE_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_ACCT_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CNTY_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CNTY_BASE_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CNTY_BASE_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CNTY_ACCT_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_BASE_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_BASE_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_ACCT_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSP_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSP_BASE_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSP_BASE_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSP_ACCT_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLL_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLL_BASE_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLL_BASE_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLL_ACCT_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPEC_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPEC_BASE_MKT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPEC_BASE_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPEC_ACCT_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SORTORDER"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXEMPTION_CD"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXEMPTION"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_APPLD_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CNTY_APPLD_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_APPLD_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOSPITAL_APPLD_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_APPLD_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPCL_APPLIED_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_SEQ_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXEMPT_STATUS_CD"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNERSHIP_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "APPLICANT_NAME"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HOMESTEAD_EFF_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OTHER_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DISABLED_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TAX_DEFERRED_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_CEIL_TAX_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_CEIL_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_CEIL_XFER_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CITY_CEIL_SET_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_CEIL_TAX_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_CEIL_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_CEIL_XFER_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COUNTY_CEIL_SET_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_CEIL_TAX_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_CEIL_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_CEIL_XFER_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ISD_CEIL_SET_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_CEIL_TAX_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_CEIL_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_CEIL_XFER_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COLLEGE_CEIL_SET_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DISABLE_EFF_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VET_EFF_YR"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VET_DISABLE_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VET_FLAT_AMT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VET2_EFF_YR"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VET2_DISABLE_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VET2_FLAT_AMT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CAPPED_HS_AMT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HS_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PRORATE_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DAYS_TAXABLE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PRORATE_EFF_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PRORATE_EXP_DT"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PRORATE_NAME"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OTHER_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DISABLEDPCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "XFER_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TAX_OBJ_ID"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "BLDG_CLASS_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "YEAR_BUILT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "REMODEL_YR"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "GROSS_BLDG_AREA"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FOUNDATION_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FOUNDATION_AREA"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "BASEMENT_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "BASEMENT_AREA"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_STORIES"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CONSTR_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "HEATING_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "AC_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_UNITS"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NET_LEASE_AREA"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PROPERTY_NAME"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PROPERTY_QUAL_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PROPERTY_COND_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PHYS_DEPR_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FUNCT_DEPR_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXTRNL_DEPR_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TOT_DEPR_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "IMP_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MKT_VAL"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "APPR_METHOD_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COMPARABILITY_CD"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PCT_COMPLETE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SECTION_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPTD_CD"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPTD_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ZONING"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FRONT_DIM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DEPTH_DIM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "AREA_SIZE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "AREA_UOM_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "PRICING_METH_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "COST_PER_UOM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MARKET_ADJ_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "VAL_AMT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "AG_USE_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ACCT_AG_VAL_AMT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "OWNER_NAME"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SEQ_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "IMPR_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "IMPR_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "YR_BUILT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FLOOR_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EXT_WALL_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DEPRECIATION_PCT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "EFF_YR_BUILT"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ACT_AGE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DESIRABILITY_RATING"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TOT_MAIN_SF"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "TOT_LIVING_AREA_SF"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_STORIES_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "CONSTR_FRAM_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "FENCE_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ROOF_TYP_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "ROOF_MAT_DESC"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_FIREPLACES"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_KITCHENS"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_FULL_BATHS"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_HALF_BATHS"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_WET_BARS"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "NUM_BEDROOMS"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPRINKLER_SYS_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "DECK_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SPA_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "POOL_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "SAUNA_IND"
##      x tot_val
## 1 <NA>      NA
## 2 <NA>      NA
## 3 <NA>      NA
## 4 <NA>      NA
## 5 <NA>      NA
## 6 <NA>      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MBL_HOME_SER_NUM"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MBL_HOME_MANUFCTR"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MBL_HOME_LENGTH"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MBL_HOME_WIDTH"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

## [1] "MBL_HOME_SPACE"
##    x tot_val
## 1 NA      NA
## 2 NA      NA
## 3 NA      NA
## 4 NA      NA
## 5 NA      NA
## 6 NA      NA
## Warning: Removed 29262 rows containing missing values (geom_point).

# account_tif
# contains information about appraisal accounts in Tax Increment Finance districts.
# acct_exempt_value
# contains the value of each exemption granted
# applied_std_exempt
# contains information about standard exemptions granted.

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